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Aya ExpansevsCohere Embed v4

Cohere vs Cohere — Side-by-side model comparison

Aya Expanse leads 3/5 categories

Head-to-Head Comparison

MetricAya ExpanseCohere Embed v4
Provider
Arena Rank
Context Window
128K
128K
Input Pricing
Free/1M tokens
$0.12/1M tokens
Output Pricing
Free/1M tokens
$0.12/1M tokens
Parameters
32B
Undisclosed
Open Source
Yes
No
Best For
Multilingual (23 languages), research
Semantic search, RAG embeddings, document retrieval
Release Date
Oct 24, 2024
Mar 1, 2025

Aya Expanse

Aya Expanse is Cohere's multilingual open-source model supporting 23 languages, developed through the Cohere For AI research initiative with contributions from researchers worldwide. The 32B parameter model demonstrates strong performance across diverse languages and tasks, with particular attention to lower-resource languages that are often underserved by mainstream AI models. As an open-source contribution, Aya Expanse aims to democratize access to high-quality multilingual AI and enable researchers globally to build on its capabilities for their specific linguistic and cultural contexts.

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Cohere Embed v4

Cohere Embed v4 is Cohere's latest embedding model supporting multimodal inputs for the first time — processing both text and images into unified vector representations. It generates high-quality embeddings for semantic search, RAG pipelines, and clustering applications. The model supports 100+ languages and produces compact, efficient embeddings that work well with vector databases. It represents a significant upgrade over text-only embedding models for building modern search and retrieval systems.

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Key Differences: Aya Expanse vs Cohere Embed v4

1

Aya Expanse is open-source (free to self-host and fine-tune) while Cohere Embed v4 is proprietary (API-only access).

A

When to use Aya Expanse

  • +Budget is a concern and you need cost efficiency
  • +You need to self-host or fine-tune the model
  • +Your use case involves multilingual (23 languages), research
View full Aya Expanse specs →
C

When to use Cohere Embed v4

  • +Quality matters more than cost
  • +You prefer a managed API without infrastructure overhead
  • +Your use case involves semantic search, rag embeddings, document retrieval
View full Cohere Embed v4 specs →

Cost Analysis

At current pricing, Aya Expanse is nullx more affordable than Cohere Embed v4. For a typical enterprise workload processing 100M tokens per month:

Aya Expanse monthly cost

$0

100M tokens/mo (50/50 in/out)

Cohere Embed v4 monthly cost

$12

100M tokens/mo (50/50 in/out)

The Verdict

Aya Expanse wins our head-to-head comparison with 3 out of 5 category wins. It's the stronger choice for multilingual (23 languages), research, though Cohere Embed v4 holds an edge in semantic search, rag embeddings, document retrieval.

Last compared: March 2026 · Data sourced from public benchmarks and official pricing pages

Frequently Asked Questions

Which is better, Aya Expanse or Cohere Embed v4?
In our head-to-head comparison, Aya Expanse leads in 3 out of 5 categories (arena rank, context window, input pricing, output pricing, and parameters). Aya Expanse excels at multilingual (23 languages), research, while Cohere Embed v4 is better suited for semantic search, rag embeddings, document retrieval. The best choice depends on your specific requirements, budget, and use case.
How does Aya Expanse pricing compare to Cohere Embed v4?
Aya Expanse charges Free per 1M input tokens and Free per 1M output tokens. Cohere Embed v4 charges $0.12 per 1M input tokens and $0.12 per 1M output tokens. Aya Expanse is the more affordable option. For high-volume production workloads, the pricing difference can significantly impact total cost of ownership.
What is the context window difference between Aya Expanse and Cohere Embed v4?
Aya Expanse supports a 128K token context window, while Cohere Embed v4 supports 128K tokens. Context window size matters most for tasks involving long documents, large codebases, or extended conversations.
Can I use Aya Expanse or Cohere Embed v4 for free?
Aya Expanse is available for free (open-source). Cohere Embed v4 is a paid API model starting at $0.12 per 1M input tokens. Open-source models can be self-hosted for free but require your own GPU infrastructure.
Which model has better benchmarks, Aya Expanse or Cohere Embed v4?
Aya Expanse's arena rank is not yet available, while Cohere Embed v4's rank is not yet available. Note that benchmarks don't capture every use case — we recommend testing both models on your specific tasks.
Is Aya Expanse or Cohere Embed v4 better for coding?
Aya Expanse's primary strength is multilingual (23 languages), research. Cohere Embed v4's primary strength is semantic search, rag embeddings, document retrieval. For coding specifically, arena rank and code-specific benchmarks are the best indicators of performance.